README.md

metadata

license: mit
tags:
  - climate
  - emulator
  - diffusion
  - generative-model

This repository contains the model files for the paper "Score-based generative emulation of impact-relevant earth system model outputs". The total filesize for each model is ~50MB. See repository for usage.

For each model, the associated files include

<ESM>
├── <files-directory>
│   ├── edges.npz              # edges mapping latlon->HEALPix and HEALPix->latlon
│   ├── weights.eqx            # trained neural network weights
│   ├── β.npy                  # trained pattern scaling weights
│   ├── μ_σ.npz                # standardization maps for pre/post-processing
│   └── σmax.npy               # maximum noise level for VE schedule
└── piControl_climatology.nc   # reference climatology of anomalies